Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 280,140 |
| Missing cells | 2,322,928 |
| Missing cells (%) | 39.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 68.6 MiB |
| Average record size in memory | 256.9 B |
Variable types
| Numeric | 6 |
|---|---|
| Categorical | 12 |
| DateTime | 2 |
| Text | 1 |
Nationality has a high cardinality: 101 distinct values | High cardinality |
SubDist has a high cardinality: 5485 distinct values | High cardinality |
District has a high cardinality: 990 distinct values | High cardinality |
Province has a high cardinality: 155 distinct values | High cardinality |
AccSubDist has a high cardinality: 5967 distinct values | High cardinality |
AccDistrict has a high cardinality: 1117 distinct values | High cardinality |
AccProvince has a high cardinality: 78 distinct values | High cardinality |
ICD_10 has a high cardinality: 375 distinct values | High cardinality |
AccLong is highly overall correlated with RiskSafetyBelt | High correlation |
AccProvince is highly overall correlated with RiskSafetyBelt | High correlation |
DeadYear_AD is highly overall correlated with DeadYear_BE and 1 other fields | High correlation |
DeadYear_BE is highly overall correlated with DeadYear_AD and 1 other fields | High correlation |
RiskHelmet is highly overall correlated with id | High correlation |
RiskSafetyBelt is highly overall correlated with AccLong and 2 other fields | High correlation |
id is highly overall correlated with DeadYear_AD and 3 other fields | High correlation |
Nationality is highly imbalanced (90.2%) | Imbalance |
ICD_10 is highly imbalanced (60.4%) | Imbalance |
Age has 30261 (10.8%) missing values | Missing |
Nationality has 133489 (47.7%) missing values | Missing |
SubDist has 245882 (87.8%) missing values | Missing |
District has 178554 (63.7%) missing values | Missing |
Province has 178372 (63.7%) missing values | Missing |
RiskHelmet has 275750 (98.4%) missing values | Missing |
RiskSafetyBelt has 278074 (99.3%) missing values | Missing |
DateRec has 173190 (61.8%) missing values | Missing |
TimeRec has 173190 (61.8%) missing values | Missing |
AccSubDist has 150422 (53.7%) missing values | Missing |
AccDistrict has 137688 (49.1%) missing values | Missing |
AccLat has 154275 (55.1%) missing values | Missing |
AccLong has 154276 (55.1%) missing values | Missing |
ICD_10 has 59503 (21.2%) missing values | Missing |
id has unique values | Unique |
Reproduction
| Analysis started | 2025-07-17 15:26:11.978011 |
|---|---|
| Analysis finished | 2025-07-17 15:28:10.857639 |
| Duration | 1 minute and 58.88 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
id
Real number (ℝ)
High correlation Unique
| Distinct | 280140 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9687850.9 |
| Minimum | 2999564 |
|---|---|
| Maximum | 11683229 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.3 MiB |
Quantile statistics
| Minimum | 2999564 |
|---|---|
| 5-th percentile | 8604536.9 |
| Q1 | 8662483.8 |
| median | 9615955.5 |
| Q3 | 10928280 |
| 95-th percentile | 11669222 |
| Maximum | 11683229 |
| Range | 8683665 |
| Interquartile range (IQR) | 2265796.5 |
Descriptive statistics
| Standard deviation | 1452799.6 |
|---|---|
| Coefficient of variation (CV) | 0.14996098 |
| Kurtosis | 4.5877139 |
| Mean | 9687850.9 |
| Median Absolute Deviation (MAD) | 970580 |
| Skewness | -1.0866984 |
| Sum | 2.7139546 × 1012 |
| Variance | 2.1106267 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3004927 | 1 | < 0.1% |
| 8600819 | 1 | < 0.1% |
| 8600823 | 1 | < 0.1% |
| 8600822 | 1 | < 0.1% |
| 8610778 | 1 | < 0.1% |
| 8608938 | 1 | < 0.1% |
| 8606732 | 1 | < 0.1% |
| 8607223 | 1 | < 0.1% |
| 8604797 | 1 | < 0.1% |
| 8600820 | 1 | < 0.1% |
| Other values (280130) | 280130 |
| Value | Count | Frequency (%) |
| 2999564 | 1 | |
| 2999565 | 1 | |
| 2999566 | 1 | |
| 2999568 | 1 | |
| 2999569 | 1 | |
| 2999570 | 1 | |
| 2999574 | 1 | |
| 2999576 | 1 | |
| 2999577 | 1 | |
| 2999578 | 1 |
| Value | Count | Frequency (%) |
| 11683229 | 1 | |
| 11683228 | 1 | |
| 11683227 | 1 | |
| 11683226 | 1 | |
| 11683225 | 1 | |
| 11683224 | 1 | |
| 11683223 | 1 | |
| 11683222 | 1 | |
| 11683221 | 1 | |
| 11683220 | 1 |
DeadYear_BE
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2560.2866 |
| Minimum | 2554 |
|---|---|
| Maximum | 2568 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 MiB |
Quantile statistics
| Minimum | 2554 |
|---|---|
| 5-th percentile | 2554 |
| Q1 | 2557 |
| median | 2560 |
| Q3 | 2564 |
| 95-th percentile | 2567 |
| Maximum | 2568 |
| Range | 14 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.0788523 |
|---|---|
| Coefficient of variation (CV) | 0.0015931233 |
| Kurtosis | -1.1489513 |
| Mean | 2560.2866 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.12082727 |
| Sum | 7.172387 × 108 |
| Variance | 16.637036 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 2554 | 21996 | 7.9% |
| 2559 | 21745 | 7.8% |
| 2560 | 21607 | 7.7% |
| 2555 | 21603 | 7.7% |
| 2556 | 21221 | 7.6% |
| 2557 | 20790 | 7.4% |
| 2558 | 19960 | 7.1% |
| 2561 | 19931 | 7.1% |
| 2562 | 19904 | 7.1% |
| 2563 | 17831 | 6.4% |
| Other values (5) | 73552 |
| Value | Count | Frequency (%) |
| 2554 | 21996 | |
| 2555 | 21603 | |
| 2556 | 21221 | |
| 2557 | 20790 | |
| 2558 | 19960 | |
| 2559 | 21745 | |
| 2560 | 21607 | |
| 2561 | 19931 | |
| 2562 | 19904 | |
| 2563 | 17831 |
| Value | Count | Frequency (%) |
| 2568 | 4241 | 1.5% |
| 2567 | 17477 | |
| 2566 | 17498 | |
| 2565 | 17379 | |
| 2564 | 16957 | |
| 2563 | 17831 | |
| 2562 | 19904 | |
| 2561 | 19931 | |
| 2560 | 21607 | |
| 2559 | 21745 |
DeadYear_AD
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2017.2866 |
| Minimum | 2011 |
|---|---|
| Maximum | 2025 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 MiB |
Quantile statistics
| Minimum | 2011 |
|---|---|
| 5-th percentile | 2011 |
| Q1 | 2014 |
| median | 2017 |
| Q3 | 2021 |
| 95-th percentile | 2024 |
| Maximum | 2025 |
| Range | 14 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.0788523 |
|---|---|
| Coefficient of variation (CV) | 0.0020219498 |
| Kurtosis | -1.1489513 |
| Mean | 2017.2866 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.12082727 |
| Sum | 5.6512268 × 108 |
| Variance | 16.637036 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 2011 | 21996 | 7.9% |
| 2016 | 21745 | 7.8% |
| 2017 | 21607 | 7.7% |
| 2012 | 21603 | 7.7% |
| 2013 | 21221 | 7.6% |
| 2014 | 20790 | 7.4% |
| 2015 | 19960 | 7.1% |
| 2018 | 19931 | 7.1% |
| 2019 | 19904 | 7.1% |
| 2020 | 17831 | 6.4% |
| Other values (5) | 73552 |
| Value | Count | Frequency (%) |
| 2011 | 21996 | |
| 2012 | 21603 | |
| 2013 | 21221 | |
| 2014 | 20790 | |
| 2015 | 19960 | |
| 2016 | 21745 | |
| 2017 | 21607 | |
| 2018 | 19931 | |
| 2019 | 19904 | |
| 2020 | 17831 |
| Value | Count | Frequency (%) |
| 2025 | 4241 | 1.5% |
| 2024 | 17477 | |
| 2023 | 17498 | |
| 2022 | 17379 | |
| 2021 | 16957 | |
| 2020 | 17831 | |
| 2019 | 19904 | |
| 2018 | 19931 | |
| 2017 | 21607 | |
| 2016 | 21745 |
Age
Real number (ℝ)
Missing
| Distinct | 118 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 30261 |
| Missing (%) | 10.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.520904 |
| Minimum | -22 |
|---|---|
| Maximum | 154 |
| Zeros | 1864 |
| Zeros (%) | 0.7% |
| Negative | 6 |
| Negative (%) | < 0.1% |
| Memory size | 4.5 MiB |
Quantile statistics
| Minimum | -22 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 24 |
| median | 39 |
| Q3 | 55 |
| 95-th percentile | 74 |
| Maximum | 154 |
| Range | 176 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 19.892072 |
|---|---|
| Coefficient of variation (CV) | 0.49090888 |
| Kurtosis | -0.11695552 |
| Mean | 40.520904 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.39876005 |
| Sum | 10125323 |
| Variance | 395.69451 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 19 | 5881 | 2.1% |
| 18 | 5689 | 2.0% |
| 17 | 5619 | 2.0% |
| 20 | 5578 | 2.0% |
| 16 | 5252 | 1.9% |
| 21 | 5195 | 1.9% |
| 23 | 5127 | 1.8% |
| 22 | 4931 | 1.8% |
| 24 | 4841 | 1.7% |
| 15 | 4709 | 1.7% |
| Other values (108) | 197057 | |
| (Missing) | 30261 | 10.8% |
| Value | Count | Frequency (%) |
| -22 | 1 | < 0.1% |
| -1 | 5 | < 0.1% |
| 0 | 1864 | |
| 1 | 687 | 0.2% |
| 2 | 543 | 0.2% |
| 3 | 467 | 0.2% |
| 4 | 473 | 0.2% |
| 5 | 477 | 0.2% |
| 6 | 446 | 0.2% |
| 7 | 373 | 0.1% |
| Value | Count | Frequency (%) |
| 154 | 1 | < 0.1% |
| 149 | 19 | < 0.1% |
| 131 | 2 | < 0.1% |
| 130 | 438 | |
| 129 | 48 | < 0.1% |
| 128 | 2 | < 0.1% |
| 125 | 2 | < 0.1% |
| 123 | 1 | < 0.1% |
| 122 | 1 | < 0.1% |
| 119 | 2 | < 0.1% |
Sex
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 2.4 MiB |
| ชาย | |
|---|---|
| หญิง | |
| ไม่ระบุ | 6564 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 3.3055423 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ชาย |
|---|---|
| 2nd row | ชาย |
| 3rd row | ชาย |
| 4th row | ไม่ระบุ |
| 5th row | ไม่ระบุ |
Common Values
| Value | Count | Frequency (%) |
| ชาย | 214236 | |
| หญิง | 59338 | 21.2% |
| ไม่ระบุ | 6564 | 2.3% |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ชาย | 214236 | |
| หญิง | 59338 | 21.2% |
| ไม่ระบุ | 6564 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| ช | 214236 | |
| า | 214236 | |
| ย | 214236 | |
| ห | 59338 | 6.4% |
| ญ | 59338 | 6.4% |
| ิ | 59338 | 6.4% |
| ง | 59338 | 6.4% |
| ไ | 6564 | 0.7% |
| ม | 6564 | 0.7% |
| ่ | 6564 | 0.7% |
| Other values (4) | 26256 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 926008 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ช | 214236 | |
| า | 214236 | |
| ย | 214236 | |
| ห | 59338 | 6.4% |
| ญ | 59338 | 6.4% |
| ิ | 59338 | 6.4% |
| ง | 59338 | 6.4% |
| ไ | 6564 | 0.7% |
| ม | 6564 | 0.7% |
| ่ | 6564 | 0.7% |
| Other values (4) | 26256 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 926008 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ช | 214236 | |
| า | 214236 | |
| ย | 214236 | |
| ห | 59338 | 6.4% |
| ญ | 59338 | 6.4% |
| ิ | 59338 | 6.4% |
| ง | 59338 | 6.4% |
| ไ | 6564 | 0.7% |
| ม | 6564 | 0.7% |
| ่ | 6564 | 0.7% |
| Other values (4) | 26256 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 926008 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ช | 214236 | |
| า | 214236 | |
| ย | 214236 | |
| ห | 59338 | 6.4% |
| ญ | 59338 | 6.4% |
| ิ | 59338 | 6.4% |
| ง | 59338 | 6.4% |
| ไ | 6564 | 0.7% |
| ม | 6564 | 0.7% |
| ่ | 6564 | 0.7% |
| Other values (4) | 26256 | 2.8% |
Nationality
Categorical
High cardinality Imbalance Missing
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 133489 |
| Missing (%) | 47.7% |
| Memory size | 2.4 MiB |
| 99.0 | |
|---|---|
| Thai | |
| Burmese | 517 |
| Cambodian | 81 |
| Lao, Laotian | 39 |
| Other values (96) | 436 |
Length
| Max length | 21 |
|---|---|
| Median length | 4 |
| Mean length | 4.0255027 |
| Min length | 3 |
Unique
| Unique | 36 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 99.0 |
|---|---|
| 2nd row | 99.0 |
| 3rd row | 99.0 |
| 4th row | 99.0 |
| 5th row | 99.0 |
Common Values
| Value | Count | Frequency (%) |
| 99.0 | 126161 | |
| Thai | 19417 | 6.9% |
| Burmese | 517 | 0.2% |
| Cambodian | 81 | < 0.1% |
| Lao, Laotian | 39 | < 0.1% |
| Beninese | 38 | < 0.1% |
| 198.0 | 22 | < 0.1% |
| 44.0 | 21 | < 0.1% |
| Lao Laotian | 17 | < 0.1% |
| Russian | 15 | < 0.1% |
| Other values (91) | 323 | 0.1% |
| (Missing) | 133489 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 99.0 | 126161 | |
| thai | 19417 | 13.2% |
| burmese | 517 | 0.4% |
| cambodian | 81 | 0.1% |
| lao | 56 | < 0.1% |
| laotian | 56 | < 0.1% |
| beninese | 38 | < 0.1% |
| 198.0 | 22 | < 0.1% |
| 44.0 | 21 | < 0.1% |
| russian | 15 | < 0.1% |
| Other values (98) | 334 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 9 | 252371 | |
| 0 | 126293 | |
| . | 126287 | |
| a | 20047 | 3.4% |
| i | 19839 | 3.4% |
| h | 19506 | 3.3% |
| T | 19420 | 3.3% |
| e | 1304 | 0.2% |
| s | 672 | 0.1% |
| m | 659 | 0.1% |
| Other values (50) | 3946 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 590344 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 9 | 252371 | |
| 0 | 126293 | |
| . | 126287 | |
| a | 20047 | 3.4% |
| i | 19839 | 3.4% |
| h | 19506 | 3.3% |
| T | 19420 | 3.3% |
| e | 1304 | 0.2% |
| s | 672 | 0.1% |
| m | 659 | 0.1% |
| Other values (50) | 3946 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 590344 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 9 | 252371 | |
| 0 | 126293 | |
| . | 126287 | |
| a | 20047 | 3.4% |
| i | 19839 | 3.4% |
| h | 19506 | 3.3% |
| T | 19420 | 3.3% |
| e | 1304 | 0.2% |
| s | 672 | 0.1% |
| m | 659 | 0.1% |
| Other values (50) | 3946 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 590344 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 9 | 252371 | |
| 0 | 126293 | |
| . | 126287 | |
| a | 20047 | 3.4% |
| i | 19839 | 3.4% |
| h | 19506 | 3.3% |
| T | 19420 | 3.3% |
| e | 1304 | 0.2% |
| s | 672 | 0.1% |
| m | 659 | 0.1% |
| Other values (50) | 3946 | 0.7% |
SubDist
Categorical
High cardinality Missing
| Distinct | 5485 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 245882 |
| Missing (%) | 87.8% |
| Memory size | 3.3 MiB |
| ในเมือง | 332 |
|---|---|
| หนองบัว | 121 |
| หนองปรือ | 92 |
| หนองแวง | 72 |
| วังทอง | 65 |
| Other values (5480) |
Length
| Max length | 20 |
|---|---|
| Median length | 18 |
| Mean length | 7.349495 |
| Min length | 2 |
Unique
| Unique | 698 ? |
|---|---|
| Unique (%) | 2.0% |
Sample
| 1st row | เขาพระงาม |
|---|---|
| 2nd row | บ้านเป้า |
| 3rd row | ชีวึก |
| 4th row | บ้านแก้ง |
| 5th row | สันนาเม็ง |
Common Values
| Value | Count | Frequency (%) |
| ในเมือง | 332 | 0.1% |
| หนองบัว | 121 | < 0.1% |
| หนองปรือ | 92 | < 0.1% |
| หนองแวง | 72 | < 0.1% |
| วังทอง | 65 | < 0.1% |
| เวียง | 61 | < 0.1% |
| ท่าข้าม | 61 | < 0.1% |
| ปากน้ำ | 58 | < 0.1% |
| หน้าเมือง | 54 | < 0.1% |
| สระแก้ว | 54 | < 0.1% |
| Other values (5475) | 33288 | 11.9% |
| (Missing) | 245882 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ในเมือง | 332 | 1.0% |
| หนองบัว | 121 | 0.4% |
| หนองปรือ | 92 | 0.3% |
| หนองแวง | 72 | 0.2% |
| วังทอง | 65 | 0.2% |
| ท่าข้าม | 61 | 0.2% |
| เวียง | 61 | 0.2% |
| ปากน้ำ | 58 | 0.2% |
| สระแก้ว | 54 | 0.2% |
| หน้าเมือง | 54 | 0.2% |
| Other values (5475) | 33292 |
Most occurring characters
| Value | Count | Frequency (%) |
| า | 22612 | 9.0% |
| ง | 18982 | 7.5% |
| น | 18124 | 7.2% |
| อ | 12546 | 5.0% |
| ่ | 9290 | 3.7% |
| ร | 9067 | 3.6% |
| ม | 8824 | 3.5% |
| ห | 8809 | 3.5% |
| ก | 8655 | 3.4% |
| ้ | 8525 | 3.4% |
| Other values (59) | 126345 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 251779 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| า | 22612 | 9.0% |
| ง | 18982 | 7.5% |
| น | 18124 | 7.2% |
| อ | 12546 | 5.0% |
| ่ | 9290 | 3.7% |
| ร | 9067 | 3.6% |
| ม | 8824 | 3.5% |
| ห | 8809 | 3.5% |
| ก | 8655 | 3.4% |
| ้ | 8525 | 3.4% |
| Other values (59) | 126345 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 251779 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| า | 22612 | 9.0% |
| ง | 18982 | 7.5% |
| น | 18124 | 7.2% |
| อ | 12546 | 5.0% |
| ่ | 9290 | 3.7% |
| ร | 9067 | 3.6% |
| ม | 8824 | 3.5% |
| ห | 8809 | 3.5% |
| ก | 8655 | 3.4% |
| ้ | 8525 | 3.4% |
| Other values (59) | 126345 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 251779 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| า | 22612 | 9.0% |
| ง | 18982 | 7.5% |
| น | 18124 | 7.2% |
| อ | 12546 | 5.0% |
| ่ | 9290 | 3.7% |
| ร | 9067 | 3.6% |
| ม | 8824 | 3.5% |
| ห | 8809 | 3.5% |
| ก | 8655 | 3.4% |
| ้ | 8525 | 3.4% |
| Other values (59) | 126345 |
District
Categorical
High cardinality Missing
| Distinct | 990 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 178554 |
| Missing (%) | 63.7% |
| Memory size | 2.8 MiB |
| เมือง | 628 |
|---|---|
| เมืองอุดรธานี | 616 |
| เมืองนครราชสีมา | 571 |
| เมืองขอนแก่น | 560 |
| เมืองสมุทรปราการ | 556 |
| Other values (985) |
Length
| Max length | 22 |
|---|---|
| Median length | 18 |
| Mean length | 8.5569862 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | เมืองลพบุรี |
|---|---|
| 2nd row | หนองสูง |
| 3rd row | ขามสะแกแสง |
| 4th row | นาแก |
| 5th row | สันทราย |
Common Values
| Value | Count | Frequency (%) |
| เมือง | 628 | 0.2% |
| เมืองอุดรธานี | 616 | 0.2% |
| เมืองนครราชสีมา | 571 | 0.2% |
| เมืองขอนแก่น | 560 | 0.2% |
| เมืองสมุทรปราการ | 556 | 0.2% |
| เมืองนครปฐม | 522 | 0.2% |
| เมืองลพบุรี | 513 | 0.2% |
| เมืองเชียงราย | 508 | 0.2% |
| เมืองเพชรบูรณ์ | 492 | 0.2% |
| เมืองลำปาง | 486 | 0.2% |
| Other values (980) | 96134 | |
| (Missing) | 178554 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| กิ่ง | 681 | 0.7% |
| เมือง | 628 | 0.6% |
| เมืองอุดรธานี | 616 | 0.6% |
| เมืองนครราชสีมา | 571 | 0.6% |
| เมืองขอนแก่น | 560 | 0.5% |
| เมืองสมุทรปราการ | 556 | 0.5% |
| เมืองนครปฐม | 522 | 0.5% |
| เมืองลพบุรี | 513 | 0.5% |
| เมืองเชียงราย | 508 | 0.5% |
| เมืองเพชรบูรณ์ | 492 | 0.5% |
| Other values (975) | 96749 |
Most occurring characters
| Value | Count | Frequency (%) |
| ง | 66466 | 7.6% |
| า | 63887 | 7.3% |
| ร | 54877 | 6.3% |
| ม | 48336 | 5.6% |
| น | 48066 | 5.5% |
| อ | 47367 | 5.4% |
| เ | 40710 | 4.7% |
| ส | 25724 | 3.0% |
| ก | 24462 | 2.8% |
| บ | 24212 | 2.8% |
| Other values (56) | 425163 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 869270 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ง | 66466 | 7.6% |
| า | 63887 | 7.3% |
| ร | 54877 | 6.3% |
| ม | 48336 | 5.6% |
| น | 48066 | 5.5% |
| อ | 47367 | 5.4% |
| เ | 40710 | 4.7% |
| ส | 25724 | 3.0% |
| ก | 24462 | 2.8% |
| บ | 24212 | 2.8% |
| Other values (56) | 425163 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 869270 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ง | 66466 | 7.6% |
| า | 63887 | 7.3% |
| ร | 54877 | 6.3% |
| ม | 48336 | 5.6% |
| น | 48066 | 5.5% |
| อ | 47367 | 5.4% |
| เ | 40710 | 4.7% |
| ส | 25724 | 3.0% |
| ก | 24462 | 2.8% |
| บ | 24212 | 2.8% |
| Other values (56) | 425163 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 869270 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ง | 66466 | 7.6% |
| า | 63887 | 7.3% |
| ร | 54877 | 6.3% |
| ม | 48336 | 5.6% |
| น | 48066 | 5.5% |
| อ | 47367 | 5.4% |
| เ | 40710 | 4.7% |
| ส | 25724 | 3.0% |
| ก | 24462 | 2.8% |
| บ | 24212 | 2.8% |
| Other values (56) | 425163 |
Province
Categorical
High cardinality Missing
| Distinct | 155 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 178372 |
| Missing (%) | 63.7% |
| Memory size | 2.7 MiB |
| กรุงเทพมหานคร | 2245 |
|---|---|
| นครราชสีมา | 2047 |
| กท | 2029 |
| นม | 2001 |
| เชียงใหม่ | 1578 |
| Other values (150) |
Length
| Max length | 15 |
|---|---|
| Median length | 13 |
| Mean length | 5.0666516 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ลบ |
|---|---|
| 2nd row | มห |
| 3rd row | นม |
| 4th row | นพ |
| 5th row | ชม |
Common Values
| Value | Count | Frequency (%) |
| กรุงเทพมหานคร | 2245 | 0.8% |
| นครราชสีมา | 2047 | 0.7% |
| กท | 2029 | 0.7% |
| นม | 2001 | 0.7% |
| เชียงใหม่ | 1578 | 0.6% |
| ชม | 1526 | 0.5% |
| ขก | 1321 | 0.5% |
| อุบลราชธานี | 1304 | 0.5% |
| เชียงราย | 1301 | 0.5% |
| อุดรธานี | 1295 | 0.5% |
| Other values (145) | 85121 | |
| (Missing) | 178372 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| กรุงเทพมหานคร | 2245 | 2.2% |
| นครราชสีมา | 2047 | 2.0% |
| กท | 2029 | 2.0% |
| นม | 2001 | 2.0% |
| เชียงใหม่ | 1578 | 1.6% |
| ชม | 1526 | 1.5% |
| ขก | 1321 | 1.3% |
| อุบลราชธานี | 1304 | 1.3% |
| เชียงราย | 1301 | 1.3% |
| อุดรธานี | 1295 | 1.3% |
| Other values (145) | 85121 |
Most occurring characters
| Value | Count | Frequency (%) |
| ร | 65064 | 12.6% |
| น | 37262 | 7.2% |
| า | 30238 | 5.9% |
| ส | 24578 | 4.8% |
| ุ | 23030 | 4.5% |
| ี | 22537 | 4.4% |
| บ | 20551 | 4.0% |
| ช | 20441 | 4.0% |
| ก | 20340 | 3.9% |
| พ | 19579 | 3.8% |
| Other values (42) | 232003 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 515623 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ร | 65064 | 12.6% |
| น | 37262 | 7.2% |
| า | 30238 | 5.9% |
| ส | 24578 | 4.8% |
| ุ | 23030 | 4.5% |
| ี | 22537 | 4.4% |
| บ | 20551 | 4.0% |
| ช | 20441 | 4.0% |
| ก | 20340 | 3.9% |
| พ | 19579 | 3.8% |
| Other values (42) | 232003 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 515623 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ร | 65064 | 12.6% |
| น | 37262 | 7.2% |
| า | 30238 | 5.9% |
| ส | 24578 | 4.8% |
| ุ | 23030 | 4.5% |
| ี | 22537 | 4.4% |
| บ | 20551 | 4.0% |
| ช | 20441 | 4.0% |
| ก | 20340 | 3.9% |
| พ | 19579 | 3.8% |
| Other values (42) | 232003 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 515623 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ร | 65064 | 12.6% |
| น | 37262 | 7.2% |
| า | 30238 | 5.9% |
| ส | 24578 | 4.8% |
| ุ | 23030 | 4.5% |
| ี | 22537 | 4.4% |
| บ | 20551 | 4.0% |
| ช | 20441 | 4.0% |
| ก | 20340 | 3.9% |
| พ | 19579 | 3.8% |
| Other values (42) | 232003 |
RiskHelmet
Categorical
High correlation Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 275750 |
| Missing (%) | 98.4% |
| Memory size | 19.2 MiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 221 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 3048 | 1.1% |
| 1 | 1121 | 0.4% |
| 3 | 221 | 0.1% |
| (Missing) | 275750 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 3048 | |
| 1 | 1121 | 25.5% |
| 3 | 221 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 3048 | |
| 1 | 1121 | 25.5% |
| 3 | 221 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4390 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3048 | |
| 1 | 1121 | 25.5% |
| 3 | 221 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4390 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3048 | |
| 1 | 1121 | 25.5% |
| 3 | 221 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4390 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3048 | |
| 1 | 1121 | 25.5% |
| 3 | 221 | 5.0% |
RiskSafetyBelt
Categorical
High correlation Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 278074 |
| Missing (%) | 99.3% |
| Memory size | 19.2 MiB |
| 2 | |
|---|---|
| 3 | |
| 1 | 78 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 1363 | 0.5% |
| 3 | 625 | 0.2% |
| 1 | 78 | < 0.1% |
| (Missing) | 278074 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 1363 | |
| 3 | 625 | |
| 1 | 78 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1363 | |
| 3 | 625 | |
| 1 | 78 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2066 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1363 | |
| 3 | 625 | |
| 1 | 78 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2066 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1363 | |
| 3 | 625 | |
| 1 | 78 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2066 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1363 | |
| 3 | 625 | |
| 1 | 78 | 3.8% |
DeadDate
Date
| Distinct | 5204 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 MiB |
| Minimum | 2011-01-01 00:00:00 |
|---|---|
| Maximum | 2025-03-31 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
DateRec
Text
Missing
| Distinct | 4018 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 173190 |
| Missing (%) | 61.8% |
| Memory size | 14.2 MiB |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 8.9682842 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1/1/2554 |
|---|---|
| 2nd row | 1/1/2554 |
| 3rd row | 1/1/2554 |
| 4th row | 1/1/2554 |
| 5th row | 1/1/2554 |
| Value | Count | Frequency (%) |
| 1/1/2562 | 74 | 0.1% |
| 4/13/2554 | 68 | 0.1% |
| 1/1/2554 | 65 | 0.1% |
| 12/29/2561 | 64 | 0.1% |
| 4/13/2560 | 63 | 0.1% |
| 1/1/2560 | 62 | 0.1% |
| 31/12/2564 | 61 | 0.1% |
| 4/13/2555 | 61 | 0.1% |
| 4/13/2559 | 59 | 0.1% |
| 1/1/2557 | 59 | 0.1% |
| Other values (4008) | 106314 |
Most occurring characters
| Value | Count | Frequency (%) |
| / | 213716 | |
| 5 | 195020 | |
| 2 | 182015 | |
| 1 | 106485 | |
| 6 | 76624 | 8.0% |
| 4 | 38437 | 4.0% |
| 3 | 35185 | 3.7% |
| 0 | 28954 | 3.0% |
| 7 | 28101 | 2.9% |
| 9 | 27658 | 2.9% |
| Other values (2) | 26963 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 959158 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| / | 213716 | |
| 5 | 195020 | |
| 2 | 182015 | |
| 1 | 106485 | |
| 6 | 76624 | 8.0% |
| 4 | 38437 | 4.0% |
| 3 | 35185 | 3.7% |
| 0 | 28954 | 3.0% |
| 7 | 28101 | 2.9% |
| 9 | 27658 | 2.9% |
| Other values (2) | 26963 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 959158 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| / | 213716 | |
| 5 | 195020 | |
| 2 | 182015 | |
| 1 | 106485 | |
| 6 | 76624 | 8.0% |
| 4 | 38437 | 4.0% |
| 3 | 35185 | 3.7% |
| 0 | 28954 | 3.0% |
| 7 | 28101 | 2.9% |
| 9 | 27658 | 2.9% |
| Other values (2) | 26963 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 959158 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| / | 213716 | |
| 5 | 195020 | |
| 2 | 182015 | |
| 1 | 106485 | |
| 6 | 76624 | 8.0% |
| 4 | 38437 | 4.0% |
| 3 | 35185 | 3.7% |
| 0 | 28954 | 3.0% |
| 7 | 28101 | 2.9% |
| 9 | 27658 | 2.9% |
| Other values (2) | 26963 | 2.8% |
TimeRec
Date
Missing
| Distinct | 1440 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 173190 |
| Missing (%) | 61.8% |
| Memory size | 4.3 MiB |
| Minimum | 1900-01-01 00:00:00 |
|---|---|
| Maximum | 1900-01-01 23:59:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
AccSubDist
Categorical
High cardinality Missing
| Distinct | 5967 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 150422 |
| Missing (%) | 53.7% |
| Memory size | 3.3 MiB |
| ในเมือง | 1919 |
|---|---|
| หนองปรือ | 636 |
| หนองบัว | 457 |
| บางเสาธง | 352 |
| ท่าข้าม | 340 |
| Other values (5962) |
Length
| Max length | 20 |
|---|---|
| Median length | 18 |
| Mean length | 7.3930141 |
| Min length | 2 |
Unique
| Unique | 229 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | เขาพระงาม |
|---|---|
| 2nd row | ในเมือง |
| 3rd row | นาแก |
| 4th row | สันทรายน้อย |
| 5th row | บ้านมะเกลือ |
Common Values
| Value | Count | Frequency (%) |
| ในเมือง | 1919 | 0.7% |
| หนองปรือ | 636 | 0.2% |
| หนองบัว | 457 | 0.2% |
| บางเสาธง | 352 | 0.1% |
| ท่าข้าม | 340 | 0.1% |
| หนองขาม | 333 | 0.1% |
| ทุ่งสุขลา | 324 | 0.1% |
| คลองหนึ่ง | 318 | 0.1% |
| เวียง | 313 | 0.1% |
| ท่าช้าง | 305 | 0.1% |
| Other values (5957) | 124421 | |
| (Missing) | 150422 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ในเมือง | 1919 | 1.5% |
| หนองปรือ | 636 | 0.5% |
| หนองบัว | 457 | 0.4% |
| บางเสาธง | 352 | 0.3% |
| ท่าข้าม | 340 | 0.3% |
| หนองขาม | 333 | 0.3% |
| ทุ่งสุขลา | 324 | 0.2% |
| คลองหนึ่ง | 318 | 0.2% |
| เวียง | 313 | 0.2% |
| ท่าช้าง | 305 | 0.2% |
| Other values (5957) | 124424 |
Most occurring characters
| Value | Count | Frequency (%) |
| า | 86633 | 9.0% |
| ง | 73970 | 7.7% |
| น | 67159 | 7.0% |
| อ | 48207 | 5.0% |
| ร | 36323 | 3.8% |
| ม | 34510 | 3.6% |
| ่ | 34164 | 3.6% |
| ก | 33086 | 3.5% |
| ห | 32412 | 3.4% |
| ้ | 31110 | 3.2% |
| Other values (59) | 481433 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 959007 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| า | 86633 | 9.0% |
| ง | 73970 | 7.7% |
| น | 67159 | 7.0% |
| อ | 48207 | 5.0% |
| ร | 36323 | 3.8% |
| ม | 34510 | 3.6% |
| ่ | 34164 | 3.6% |
| ก | 33086 | 3.5% |
| ห | 32412 | 3.4% |
| ้ | 31110 | 3.2% |
| Other values (59) | 481433 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 959007 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| า | 86633 | 9.0% |
| ง | 73970 | 7.7% |
| น | 67159 | 7.0% |
| อ | 48207 | 5.0% |
| ร | 36323 | 3.8% |
| ม | 34510 | 3.6% |
| ่ | 34164 | 3.6% |
| ก | 33086 | 3.5% |
| ห | 32412 | 3.4% |
| ้ | 31110 | 3.2% |
| Other values (59) | 481433 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 959007 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| า | 86633 | 9.0% |
| ง | 73970 | 7.7% |
| น | 67159 | 7.0% |
| อ | 48207 | 5.0% |
| ร | 36323 | 3.8% |
| ม | 34510 | 3.6% |
| ่ | 34164 | 3.6% |
| ก | 33086 | 3.5% |
| ห | 32412 | 3.4% |
| ้ | 31110 | 3.2% |
| Other values (59) | 481433 |
AccDistrict
Categorical
High cardinality Missing
| Distinct | 1117 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 137688 |
| Missing (%) | 49.1% |
| Memory size | 2.8 MiB |
| ศรีราชา | 1531 |
|---|---|
| เมืองนครราชสีมา | 1386 |
| เมืองระยอง | 1312 |
| บางละมุง | 1193 |
| เมืองชลบุรี | 1157 |
| Other values (1112) |
Length
| Max length | 24 |
|---|---|
| Median length | 20 |
| Mean length | 8.9190113 |
| Min length | 1 |
Unique
| Unique | 13 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | เมืองลพบุรี |
|---|---|
| 2nd row | มีนบุรี |
| 3rd row | หนองสูง |
| 4th row | เมืองนครราชสีมา |
| 5th row | นาแก |
Common Values
| Value | Count | Frequency (%) |
| ศรีราชา | 1531 | 0.5% |
| เมืองนครราชสีมา | 1386 | 0.5% |
| เมืองระยอง | 1312 | 0.5% |
| บางละมุง | 1193 | 0.4% |
| เมืองชลบุรี | 1157 | 0.4% |
| เมืองขอนแก่น | 1140 | 0.4% |
| เมืองเชียงราย | 1125 | 0.4% |
| เมืองเชียงใหม่ | 1038 | 0.4% |
| เมืองอุดรธานี | 1031 | 0.4% |
| เมืองสมุทรปราการ | 1013 | 0.4% |
| Other values (1107) | 130526 | |
| (Missing) | 137688 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ศรีราชา | 1531 | 1.1% |
| เมืองนครราชสีมา | 1386 | 1.0% |
| เมืองระยอง | 1312 | 0.9% |
| บางละมุง | 1193 | 0.8% |
| เมืองชลบุรี | 1157 | 0.8% |
| เมืองขอนแก่น | 1140 | 0.8% |
| เมืองเชียงราย | 1125 | 0.8% |
| เมืองเชียงใหม่ | 1038 | 0.7% |
| เมืองอุดรธานี | 1031 | 0.7% |
| เมืองสมุทรปราการ | 1013 | 0.7% |
| Other values (1102) | 131065 |
Most occurring characters
| Value | Count | Frequency (%) |
| ง | 102376 | 8.1% |
| า | 92159 | 7.3% |
| ร | 83778 | 6.6% |
| ม | 76358 | 6.0% |
| อ | 75228 | 5.9% |
| เ | 66491 | 5.2% |
| น | 66473 | 5.2% |
| ื | 42051 | 3.3% |
| บ | 36616 | 2.9% |
| ส | 35201 | 2.8% |
| Other values (56) | 593800 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1270531 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ง | 102376 | 8.1% |
| า | 92159 | 7.3% |
| ร | 83778 | 6.6% |
| ม | 76358 | 6.0% |
| อ | 75228 | 5.9% |
| เ | 66491 | 5.2% |
| น | 66473 | 5.2% |
| ื | 42051 | 3.3% |
| บ | 36616 | 2.9% |
| ส | 35201 | 2.8% |
| Other values (56) | 593800 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1270531 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ง | 102376 | 8.1% |
| า | 92159 | 7.3% |
| ร | 83778 | 6.6% |
| ม | 76358 | 6.0% |
| อ | 75228 | 5.9% |
| เ | 66491 | 5.2% |
| น | 66473 | 5.2% |
| ื | 42051 | 3.3% |
| บ | 36616 | 2.9% |
| ส | 35201 | 2.8% |
| Other values (56) | 593800 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1270531 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ง | 102376 | 8.1% |
| า | 92159 | 7.3% |
| ร | 83778 | 6.6% |
| ม | 76358 | 6.0% |
| อ | 75228 | 5.9% |
| เ | 66491 | 5.2% |
| น | 66473 | 5.2% |
| ื | 42051 | 3.3% |
| บ | 36616 | 2.9% |
| ส | 35201 | 2.8% |
| Other values (56) | 593800 |
AccProvince
Categorical
High cardinality High correlation
| Distinct | 78 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 MiB |
| นครราชสีมา | 12613 |
|---|---|
| กรุงเทพมหานคร | 11649 |
| ชลบุรี | 10681 |
| เชียงใหม่ | 8570 |
| อุบลราชธานี | 8079 |
| Other values (73) |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 8.1842543 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | กำแพงเพชร |
|---|---|
| 2nd row | ลพบุรี |
| 3rd row | อุดรธานี |
| 4th row | นครสวรรค์ |
| 5th row | ชลบุรี |
Common Values
| Value | Count | Frequency (%) |
| นครราชสีมา | 12613 | 4.5% |
| กรุงเทพมหานคร | 11649 | 4.2% |
| ชลบุรี | 10681 | 3.8% |
| เชียงใหม่ | 8570 | 3.1% |
| อุบลราชธานี | 8079 | 2.9% |
| ขอนแก่น | 7341 | 2.6% |
| เชียงราย | 6685 | 2.4% |
| ระยอง | 6552 | 2.3% |
| นครศรีธรรมราช | 6108 | 2.2% |
| สงขลา | 5951 | 2.1% |
| Other values (68) | 195911 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| นครราชสีมา | 12613 | 4.5% |
| กรุงเทพมหานคร | 11649 | 4.2% |
| ชลบุรี | 10681 | 3.8% |
| เชียงใหม่ | 8570 | 3.1% |
| อุบลราชธานี | 8079 | 2.9% |
| ขอนแก่น | 7341 | 2.6% |
| เชียงราย | 6685 | 2.4% |
| ระยอง | 6552 | 2.3% |
| นครศรีธรรมราช | 6108 | 2.2% |
| สงขลา | 5951 | 2.1% |
| Other values (68) | 195911 |
Most occurring characters
| Value | Count | Frequency (%) |
| ร | 335185 | 14.6% |
| า | 170631 | 7.4% |
| น | 143524 | 6.3% |
| ี | 134162 | 5.9% |
| ุ | 130321 | 5.7% |
| ส | 81683 | 3.6% |
| ช | 80614 | 3.5% |
| ม | 80522 | 3.5% |
| บ | 73843 | 3.2% |
| ค | 71414 | 3.1% |
| Other values (41) | 990838 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2292737 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ร | 335185 | 14.6% |
| า | 170631 | 7.4% |
| น | 143524 | 6.3% |
| ี | 134162 | 5.9% |
| ุ | 130321 | 5.7% |
| ส | 81683 | 3.6% |
| ช | 80614 | 3.5% |
| ม | 80522 | 3.5% |
| บ | 73843 | 3.2% |
| ค | 71414 | 3.1% |
| Other values (41) | 990838 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2292737 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ร | 335185 | 14.6% |
| า | 170631 | 7.4% |
| น | 143524 | 6.3% |
| ี | 134162 | 5.9% |
| ุ | 130321 | 5.7% |
| ส | 81683 | 3.6% |
| ช | 80614 | 3.5% |
| ม | 80522 | 3.5% |
| บ | 73843 | 3.2% |
| ค | 71414 | 3.1% |
| Other values (41) | 990838 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2292737 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ร | 335185 | 14.6% |
| า | 170631 | 7.4% |
| น | 143524 | 6.3% |
| ี | 134162 | 5.9% |
| ุ | 130321 | 5.7% |
| ส | 81683 | 3.6% |
| ช | 80614 | 3.5% |
| ม | 80522 | 3.5% |
| บ | 73843 | 3.2% |
| ค | 71414 | 3.1% |
| Other values (41) | 990838 |
AccLat
Real number (ℝ)
Missing
| Distinct | 115751 |
|---|---|
| Distinct (%) | 92.0% |
| Missing | 154275 |
| Missing (%) | 55.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.682844 |
| Minimum | -74.389096 |
|---|---|
| Maximum | 105.57089 |
| Zeros | 135 |
| Zeros (%) | < 0.1% |
| Negative | 5 |
| Negative (%) | < 0.1% |
| Memory size | 4.3 MiB |
Quantile statistics
| Minimum | -74.389096 |
|---|---|
| 5-th percentile | 7.7771842 |
| Q1 | 13.63479 |
| median | 14.77377 |
| Q3 | 16.683809 |
| 95-th percentile | 19.889452 |
| Maximum | 105.57089 |
| Range | 179.95998 |
| Interquartile range (IQR) | 3.049019 |
Descriptive statistics
| Standard deviation | 16.543492 |
|---|---|
| Coefficient of variation (CV) | 0.93556738 |
| Kurtosis | 20.67808 |
| Mean | 17.682844 |
| Median Absolute Deviation (MAD) | 1.452864 |
| Skewness | 4.6617381 |
| Sum | 2225651.1 |
| Variance | 273.68712 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 135 | < 0.1% |
| 13.7246005 | 55 | < 0.1% |
| 13.761728 | 22 | < 0.1% |
| 13.591977 | 17 | < 0.1% |
| 14.888914 | 15 | < 0.1% |
| 14.82525 | 15 | < 0.1% |
| 13.258378 | 14 | < 0.1% |
| 17.400572 | 13 | < 0.1% |
| 14.55217 | 13 | < 0.1% |
| 12.270556 | 12 | < 0.1% |
| Other values (115741) | 125554 | |
| (Missing) | 154275 |
| Value | Count | Frequency (%) |
| -74.3890963 | 1 | < 0.1% |
| -19.52967558 | 1 | < 0.1% |
| -5.779257 | 1 | < 0.1% |
| -0.076517701 | 1 | < 0.1% |
| -0.026961521 | 1 | < 0.1% |
| 0 | 135 | |
| 0.000815 | 1 | < 0.1% |
| 0.257533413 | 1 | < 0.1% |
| 5.728719 | 1 | < 0.1% |
| 5.736054051 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 105.570887 | 1 | |
| 105.477108 | 1 | |
| 105.459953 | 1 | |
| 105.452247 | 1 | |
| 105.412665 | 1 | |
| 105.396558 | 1 | |
| 105.362885 | 1 | |
| 105.357029 | 1 | |
| 105.348246 | 1 | |
| 105.328907 | 1 |
AccLong
Real number (ℝ)
High correlation Missing
| Distinct | 114211 |
|---|---|
| Distinct (%) | 90.7% |
| Missing | 154276 |
| Missing (%) | 55.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 97.83643 |
| Minimum | -92.511648 |
|---|---|
| Maximum | 105.59982 |
| Zeros | 135 |
| Zeros (%) | < 0.1% |
| Negative | 4 |
| Negative (%) | < 0.1% |
| Memory size | 4.3 MiB |
Quantile statistics
| Minimum | -92.511648 |
|---|---|
| 5-th percentile | 98.379335 |
| Q1 | 99.908817 |
| median | 100.63798 |
| Q3 | 102.08213 |
| 95-th percentile | 104.33246 |
| Maximum | 105.59982 |
| Range | 198.11147 |
| Interquartile range (IQR) | 2.1733158 |
Descriptive statistics
| Standard deviation | 16.685078 |
|---|---|
| Coefficient of variation (CV) | 0.17054054 |
| Kurtosis | 21.3107 |
| Mean | 97.83643 |
| Median Absolute Deviation (MAD) | 0.89550106 |
| Skewness | -4.7909909 |
| Sum | 12314084 |
| Variance | 278.39182 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 135 | < 0.1% |
| 100.6331108 | 55 | < 0.1% |
| 100.65279 | 22 | < 0.1% |
| 101.762223 | 17 | < 0.1% |
| 100.818269 | 15 | < 0.1% |
| 101.546339 | 14 | < 0.1% |
| 101.200573 | 14 | < 0.1% |
| 100.966877 | 14 | < 0.1% |
| 100.614025 | 14 | < 0.1% |
| 100.645634 | 14 | < 0.1% |
| Other values (114201) | 125550 | |
| (Missing) | 154276 |
| Value | Count | Frequency (%) |
| -92.51164801 | 1 | < 0.1% |
| -35.200946 | 1 | < 0.1% |
| -0.022865615 | 1 | < 0.1% |
| -0.009362376 | 1 | < 0.1% |
| 0 | 135 | |
| 0.008755 | 1 | < 0.1% |
| 0.033774711 | 1 | < 0.1% |
| 3.409616053 | 1 | < 0.1% |
| 5.942709 | 1 | < 0.1% |
| 6.025122 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 105.599818 | 1 | |
| 105.573204 | 1 | |
| 105.572732 | 1 | |
| 105.569599 | 1 | |
| 105.569427 | 1 | |
| 105.563333 | 1 | |
| 105.562346 | 1 | |
| 105.556925 | 1 | |
| 105.555282 | 1 | |
| 105.544848 | 1 |
ICD_10
Categorical
High cardinality Imbalance Missing
| Distinct | 375 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 59503 |
| Missing (%) | 21.2% |
| Memory size | 2.7 MiB |
| V892 | |
|---|---|
| V299 | |
| Y349 | |
| V499 | 8427 |
| V234 | 7734 |
| Other values (370) |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.9998912 |
| Min length | 3 |
Unique
| Unique | 98 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | V499 |
|---|---|
| 2nd row | V499 |
| 3rd row | V899 |
| 4th row | V239 |
| 5th row | V892 |
Common Values
| Value | Count | Frequency (%) |
| V892 | 104650 | |
| V299 | 26689 | 9.5% |
| Y349 | 18904 | 6.7% |
| V499 | 8427 | 3.0% |
| V234 | 7734 | 2.8% |
| V284 | 5424 | 1.9% |
| V289 | 3676 | 1.3% |
| V239 | 3563 | 1.3% |
| X599 | 2960 | 1.1% |
| V899 | 2724 | 1.0% |
| Other values (365) | 35886 | 12.8% |
| (Missing) | 59503 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| v892 | 104652 | |
| v299 | 26690 | 12.1% |
| y349 | 18904 | 8.6% |
| v499 | 8427 | 3.8% |
| v234 | 7734 | 3.5% |
| v284 | 5425 | 2.5% |
| v289 | 3676 | 1.7% |
| v239 | 3563 | 1.6% |
| x599 | 2960 | 1.3% |
| v899 | 2724 | 1.2% |
| Other values (359) | 35882 | 16.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 9 | 229978 | |
| V | 198684 | |
| 2 | 172811 | |
| 8 | 121605 | |
| 4 | 62332 | 7.1% |
| 3 | 36529 | 4.1% |
| Y | 18973 | 2.1% |
| 5 | 11477 | 1.3% |
| 0 | 9164 | 1.0% |
| 1 | 8175 | 0.9% |
| Other values (4) | 12796 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 882524 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 9 | 229978 | |
| V | 198684 | |
| 2 | 172811 | |
| 8 | 121605 | |
| 4 | 62332 | 7.1% |
| 3 | 36529 | 4.1% |
| Y | 18973 | 2.1% |
| 5 | 11477 | 1.3% |
| 0 | 9164 | 1.0% |
| 1 | 8175 | 0.9% |
| Other values (4) | 12796 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 882524 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 9 | 229978 | |
| V | 198684 | |
| 2 | 172811 | |
| 8 | 121605 | |
| 4 | 62332 | 7.1% |
| 3 | 36529 | 4.1% |
| Y | 18973 | 2.1% |
| 5 | 11477 | 1.3% |
| 0 | 9164 | 1.0% |
| 1 | 8175 | 0.9% |
| Other values (4) | 12796 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 882524 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 9 | 229978 | |
| V | 198684 | |
| 2 | 172811 | |
| 8 | 121605 | |
| 4 | 62332 | 7.1% |
| 3 | 36529 | 4.1% |
| Y | 18973 | 2.1% |
| 5 | 11477 | 1.3% |
| 0 | 9164 | 1.0% |
| 1 | 8175 | 0.9% |
| Other values (4) | 12796 | 1.4% |
Vehicle
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 MiB |
| ไม่ระบุพาหนะ | |
|---|---|
| รถจักรยานยนต์ | |
| รถยนต์ | |
| คนเดินเท้า | 8312 |
| รถบรรทุกขนาดเล็ก/รถตู้ | 4648 |
| Other values (5) | 3456 |
Length
| Max length | 22 |
|---|---|
| Median length | 15 |
| Mean length | 12.063001 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | รถยนต์ |
|---|---|
| 2nd row | รถยนต์ |
| 3rd row | ไม่ระบุพาหนะ |
| 4th row | ไม่ระบุพาหนะ |
| 5th row | ไม่ระบุพาหนะ |
Common Values
| Value | Count | Frequency (%) |
| ไม่ระบุพาหนะ | 129689 | |
| รถจักรยานยนต์ | 114292 | |
| รถยนต์ | 19743 | 7.0% |
| คนเดินเท้า | 8312 | 3.0% |
| รถบรรทุกขนาดเล็ก/รถตู้ | 4648 | 1.7% |
| รถจักรยาน | 1458 | 0.5% |
| รถบรรทุกหนัก | 1045 | 0.4% |
| สามล้อ | 463 | 0.2% |
| รถโดยสาร | 337 | 0.1% |
| รถเพื่อการเกษตร | 153 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ไม่ระบุพาหนะ | 129689 | |
| รถจักรยานยนต์ | 114292 | |
| รถยนต์ | 19743 | 7.0% |
| คนเดินเท้า | 8312 | 3.0% |
| รถบรรทุกขนาดเล็ก/รถตู้ | 4648 | 1.7% |
| รถจักรยาน | 1458 | 0.5% |
| รถบรรทุกหนัก | 1045 | 0.4% |
| สามล้อ | 463 | 0.2% |
| รถโดยสาร | 337 | 0.1% |
| รถเพื่อการเกษตร | 153 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| ร | 403792 | 11.9% |
| น | 401791 | 11.9% |
| ะ | 259378 | 7.7% |
| า | 259352 | 7.7% |
| ย | 250122 | 7.4% |
| ถ | 146324 | 4.3% |
| ต | 138836 | 4.1% |
| บ | 135382 | 4.0% |
| ุ | 135382 | 4.0% |
| ์ | 134035 | 4.0% |
| Other values (24) | 1114935 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3379329 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ร | 403792 | 11.9% |
| น | 401791 | 11.9% |
| ะ | 259378 | 7.7% |
| า | 259352 | 7.7% |
| ย | 250122 | 7.4% |
| ถ | 146324 | 4.3% |
| ต | 138836 | 4.1% |
| บ | 135382 | 4.0% |
| ุ | 135382 | 4.0% |
| ์ | 134035 | 4.0% |
| Other values (24) | 1114935 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3379329 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ร | 403792 | 11.9% |
| น | 401791 | 11.9% |
| ะ | 259378 | 7.7% |
| า | 259352 | 7.7% |
| ย | 250122 | 7.4% |
| ถ | 146324 | 4.3% |
| ต | 138836 | 4.1% |
| บ | 135382 | 4.0% |
| ุ | 135382 | 4.0% |
| ์ | 134035 | 4.0% |
| Other values (24) | 1114935 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3379329 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ร | 403792 | 11.9% |
| น | 401791 | 11.9% |
| ะ | 259378 | 7.7% |
| า | 259352 | 7.7% |
| ย | 250122 | 7.4% |
| ถ | 146324 | 4.3% |
| ต | 138836 | 4.1% |
| บ | 135382 | 4.0% |
| ุ | 135382 | 4.0% |
| ์ | 134035 | 4.0% |
| Other values (24) | 1114935 |
Interactions
Correlations
| AccLat | AccLong | AccProvince | Age | DeadYear_AD | DeadYear_BE | RiskHelmet | RiskSafetyBelt | Sex | Vehicle | id | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| AccLat | 1.000 | 0.031 | 0.471 | 0.029 | 0.116 | 0.116 | 0.141 | 0.151 | 0.030 | 0.062 | 0.087 |
| AccLong | 0.031 | 1.000 | 0.055 | -0.039 | -0.104 | -0.104 | 0.000 | 1.000 | 0.028 | 0.059 | -0.082 |
| AccProvince | 0.471 | 0.055 | 1.000 | 0.059 | 0.028 | 0.028 | 0.297 | 0.522 | 0.056 | 0.071 | 0.035 |
| Age | 0.029 | -0.039 | 0.059 | 1.000 | 0.091 | 0.091 | 0.061 | 0.059 | 0.074 | 0.056 | 0.083 |
| DeadYear_AD | 0.116 | -0.104 | 0.028 | 0.091 | 1.000 | 1.000 | 0.234 | 0.029 | 0.107 | 0.096 | 0.903 |
| DeadYear_BE | 0.116 | -0.104 | 0.028 | 0.091 | 1.000 | 1.000 | 0.234 | 0.029 | 0.107 | 0.096 | 0.903 |
| RiskHelmet | 0.141 | 0.000 | 0.297 | 0.061 | 0.234 | 0.234 | 1.000 | 0.237 | 0.021 | 0.065 | 1.000 |
| RiskSafetyBelt | 0.151 | 1.000 | 0.522 | 0.059 | 0.029 | 0.029 | 0.237 | 1.000 | 0.036 | 0.027 | 1.000 |
| Sex | 0.030 | 0.028 | 0.056 | 0.074 | 0.107 | 0.107 | 0.021 | 0.036 | 1.000 | 0.072 | 0.093 |
| Vehicle | 0.062 | 0.059 | 0.071 | 0.056 | 0.096 | 0.096 | 0.065 | 0.027 | 0.072 | 1.000 | 0.136 |
| id | 0.087 | -0.082 | 0.035 | 0.083 | 0.903 | 0.903 | 1.000 | 1.000 | 0.093 | 0.136 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| id | DeadYear_BE | DeadYear_AD | Age | Sex | Nationality | SubDist | District | Province | RiskHelmet | RiskSafetyBelt | DeadDate | DateRec | TimeRec | AccSubDist | AccDistrict | AccProvince | AccLat | AccLong | ICD_10 | Vehicle | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 8600819 | 2554 | 2011 | 38 | ชาย | 99.0 | NaN | NaN | NaN | <NA> | <NA> | 1/1/2011 | NaN | NaN | NaN | NaN | กำแพงเพชร | NaN | NaN | V499 | รถยนต์ |
| 1 | 8600823 | 2554 | 2011 | 41 | ชาย | 99.0 | NaN | NaN | NaN | <NA> | <NA> | 1/1/2011 | NaN | NaN | NaN | NaN | ลพบุรี | NaN | NaN | V499 | รถยนต์ |
| 2 | 8600822 | 2554 | 2011 | 54 | ชาย | 99.0 | NaN | NaN | NaN | <NA> | <NA> | 1/1/2011 | NaN | NaN | NaN | NaN | อุดรธานี | NaN | NaN | V899 | ไม่ระบุพาหนะ |
| 3 | 8610778 | 2554 | 2011 | <NA> | ไม่ระบุ | NaN | NaN | NaN | NaN | <NA> | <NA> | 1/1/2011 | NaN | NaN | NaN | NaN | นครสวรรค์ | NaN | NaN | NaN | ไม่ระบุพาหนะ |
| 4 | 8608938 | 2554 | 2011 | <NA> | ไม่ระบุ | NaN | NaN | NaN | NaN | <NA> | <NA> | 1/1/2011 | NaN | NaN | NaN | NaN | ชลบุรี | NaN | NaN | NaN | ไม่ระบุพาหนะ |
| 5 | 8606732 | 2554 | 2011 | <NA> | ชาย | NaN | เขาพระงาม | เมืองลพบุรี | ลบ | <NA> | <NA> | 1/1/2011 | 1/1/2554 | 1/1/1900 22:30 | เขาพระงาม | เมืองลพบุรี | ลพบุรี | 14.903639 | 100.590269 | NaN | ไม่ระบุพาหนะ |
| 6 | 8607223 | 2554 | 2011 | <NA> | ชาย | NaN | NaN | NaN | NaN | <NA> | <NA> | 1/1/2011 | 1/1/2554 | 1/1/1900 22:30 | NaN | มีนบุรี | กรุงเทพมหานคร | 13.812936 | 100.731690 | NaN | ไม่ระบุพาหนะ |
| 7 | 8604797 | 2554 | 2011 | <NA> | ชาย | NaN | บ้านเป้า | หนองสูง | มห | <NA> | <NA> | 1/1/2011 | 1/1/2554 | 1/1/1900 20:08 | NaN | หนองสูง | มุกดาหาร | 16.419464 | 104.340423 | NaN | ไม่ระบุพาหนะ |
| 8 | 8600820 | 2554 | 2011 | 79 | ชาย | 99.0 | NaN | NaN | NaN | <NA> | <NA> | 1/1/2011 | NaN | NaN | NaN | NaN | ปราจีนบุรี | NaN | NaN | V239 | รถจักรยานยนต์ |
| 9 | 8600821 | 2554 | 2011 | 42 | ชาย | 99.0 | NaN | NaN | NaN | <NA> | <NA> | 1/1/2011 | NaN | NaN | NaN | NaN | ศรีสะเกษ | NaN | NaN | V892 | ไม่ระบุพาหนะ |
| id | DeadYear_BE | DeadYear_AD | Age | Sex | Nationality | SubDist | District | Province | RiskHelmet | RiskSafetyBelt | DeadDate | DateRec | TimeRec | AccSubDist | AccDistrict | AccProvince | AccLat | AccLong | ICD_10 | Vehicle | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 280130 | 3001598 | 2568 | 2025 | 74 | หญิง | NaN | NaN | NaN | NaN | <NA> | <NA> | 2025-02-15 | NaN | NaN | NaN | เมืองสมุทรปราการ | สมุทรปราการ | NaN | NaN | V892 | ไม่ระบุพาหนะ |
| 280131 | 3001854 | 2568 | 2025 | 60 | หญิง | NaN | NaN | NaN | NaN | <NA> | <NA> | 2025-02-16 | NaN | NaN | NaN | เมืองระยอง | ระยอง | NaN | NaN | V892 | ไม่ระบุพาหนะ |
| 280132 | 3003134 | 2568 | 2025 | 50 | ชาย | NaN | NaN | NaN | NaN | <NA> | <NA> | 2025-02-28 | NaN | NaN | NaN | เมืองกาฬสินธุ์ | กาฬสินธุ์ | NaN | NaN | V892 | ไม่ระบุพาหนะ |
| 280133 | 3003646 | 2568 | 2025 | 51 | ชาย | NaN | NaN | NaN | NaN | <NA> | <NA> | 2025-03-01 | NaN | NaN | NaN | เมืองฉะเชิงเทรา | ฉะเชิงเทรา | NaN | NaN | V892 | ไม่ระบุพาหนะ |
| 280134 | 3004158 | 2568 | 2025 | 57 | หญิง | NaN | NaN | NaN | NaN | <NA> | <NA> | 2025-03-03 | NaN | NaN | NaN | เมืองร้อยเอ็ด | ร้อยเอ็ด | NaN | NaN | V274 | รถจักรยานยนต์ |
| 280135 | 3000319 | 2568 | 2025 | 23 | ชาย | NaN | NaN | NaN | NaN | <NA> | <NA> | 2025-01-21 | NaN | NaN | NaN | หนองบัวระเหว | ชัยภูมิ | NaN | NaN | V892 | ไม่ระบุพาหนะ |
| 280136 | 3001855 | 2568 | 2025 | 57 | ชาย | NaN | NaN | NaN | NaN | <NA> | <NA> | 2025-02-17 | NaN | NaN | NaN | เมืองระยอง | ระยอง | NaN | NaN | V892 | ไม่ระบุพาหนะ |
| 280137 | 3003391 | 2568 | 2025 | 58 | หญิง | NaN | NaN | NaN | NaN | <NA> | <NA> | 2025-03-02 | NaN | NaN | NaN | เมืองปทุมธานี | ปทุมธานี | NaN | NaN | V892 | ไม่ระบุพาหนะ |
| 280138 | 3004159 | 2568 | 2025 | 65 | ชาย | NaN | NaN | NaN | NaN | <NA> | <NA> | 2025-03-02 | NaN | NaN | NaN | เมืองร้อยเอ็ด | ร้อยเอ็ด | NaN | NaN | V234 | รถจักรยานยนต์ |
| 280139 | 3004927 | 2568 | 2025 | 68 | หญิง | NaN | NaN | NaN | NaN | <NA> | <NA> | 2025-03-29 | NaN | NaN | NaN | เมืองสุราษฎร์ธานี | สุราษฎร์ธานี | NaN | NaN | V892 | ไม่ระบุพาหนะ |